The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-22"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "111721885 (up from 111433098 yesterday: 0.26 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2474178 (up from 2467139 yesterday: 0.29 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 8308656

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 28190159 56044 0.20 1868808 500310 1413 0.28 1.77
India 11016434 10584 0.10 250189 156463 78 0.05 1.42
Brazil 10195160 26986 0.27 965838 247143 639 0.26 2.42
United Kingdom 4138233 10659 0.26 291382 120988 178 0.15 2.92
Russia 4130447 12455 0.30 304708 82255 329 0.40 1.99
France 3669354 4654 0.13 409046 84764 334 0.40 2.31
Spain 3153971 20849 0.67 331166 67636 535 0.80 2.14
Italy 2818863 9617 0.34 257906 95992 274 0.29 3.41
Turkey 2646526 8104 0.31 161344 28138 78 0.28 1.06
Germany 2399499 4984 0.21 167172 68363 417 0.61 2.85
Colombia 2229663 3401 0.15 125157 58974 140 0.24 2.64
Argentina 2069751 5417 0.26 135898 51359 161 0.31 2.48
Mexico 2043632 2252 0.11 173924 180536 429 0.24 8.83
Poland 1642658 3891 0.24 126769 42188 17 0.04 2.57
Iran 1582275 8263 0.52 157679 59572 89 0.15 3.76
South Africa 1504588 792 0.05 48279 49150 97 0.20 3.27
Ukraine 1354545 3355 0.25 90712 26531 61 0.23 1.96
Indonesia 1288833 10180 0.80 199525 34691 202 0.59 2.69
Peru 1283309 0 0.00 145070 45097 0 0.00 3.51
Czechia 1157180 4021 0.35 169851 19330 116 0.60 1.67
Netherlands 1075425 4202 0.39 80125 15372 32 0.21 1.43
Canada 854190 3453 0.41 65993 21720 45 0.21 2.54
Chile 803009 3549 0.44 72121 20126 84 0.42 2.51
Portugal 798074 549 0.07 71753 16023 61 0.38 2.01
Romania 781329 1634 0.21 51273 19894 47 0.24 2.55
Belgium 755594 1121 0.15 44177 21923 20 0.09 2.90
Israel 754998 4955 0.66 102752 5596 19 0.34 0.74
Iraq 671801 3864 0.58 51181 13295 23 0.17 1.98
Sweden 631166 0 0.00 64209 12649 0 0.00 2.00
Pakistan 573384 1050 0.18 25736 12658 41 0.32 2.21
Philippines 563456 2287 0.41 36184 12094 6 0.05 2.15
Switzerland 550224 2449 0.45 25129 9907 20 0.20 1.80
Bangladesh 543717 366 0.07 8135 8356 7 0.08 1.54
Morocco 481263 108 0.02 9825 8559 5 0.06 1.78
Austria 446644 1270 0.29 31122 8397 11 0.13 1.88
Serbia 439596 2956 0.68 42594 4351 14 0.32 0.99
Japan 425725 737 0.17 33769 7541 56 0.75 1.77
Hungary 405646 2623 0.65 36936 14347 48 0.34 3.54
Saudi Arabia 375333 327 0.09 7004 6466 5 0.08 1.72
United Arab Emirates 372530 2105 0.57 66191 1140 15 1.33 0.31
Jordan 368278 4550 1.25 40216 4570 16 0.35 1.24
Lebanon 356614 1541 0.43 53542 4387 47 1.08 1.23
Panama 337087 566 0.17 15984 5756 14 0.24 1.71
Slovakia 292792 649 0.22 42435 6577 72 1.11 2.25
Malaysia 285761 2192 0.77 66588 1062 6 0.57 0.37
Belarus 279456 1144 0.41 30161 1921 9 0.47 0.69
Ecuador 274968 295 0.11 23982 15547 11 0.07 5.65
Nepal 273556 125 0.05 2438 2061 0 0.00 0.75
Georgia 268502 147 0.05 10151 3447 12 0.35 1.28
Kazakhstan 257800 700 0.27 20771 3153 1 0.03 1.22
Bolivia 243176 884 0.36 24877 11470 29 0.25 4.72
Croatia 240017 72 0.03 7497 5449 20 0.37 2.27
Bulgaria 238591 1925 0.81 19011 9933 79 0.80 4.16
Dominican Republic 235882 420 0.18 20796 3048 10 0.33 1.29
Azerbaijan 233201 72 0.03 2905 3202 4 0.13 1.37
Tunisia 228937 575 0.25 18892 7811 18 0.23 3.41
Ireland 215743 686 0.32 18190 4137 1 0.02 1.92
Denmark 208715 450 0.22 9071 2344 5 0.21 1.12
Costa Rica 202674 996 0.49 8105 2782 19 0.69 1.37
Lithuania 194333 282 0.15 11435 3178 7 0.22 1.64
Slovenia 185014 247 0.13 18178 3784 8 0.21 2.05
Kuwait 184989 899 0.49 19146 1049 5 0.48 0.57
Greece 180672 870 0.48 23177 6321 24 0.38 3.50
Egypt 178774 623 0.35 12282 10404 51 0.49 5.82
Moldova 177407 655 0.37 17321 3799 19 0.50 2.14
West Bank and Gaza 174969 1334 0.77 15526 1986 10 0.51 1.14
Guatemala 171289 119 0.07 11657 6306 24 0.38 3.68
Armenia 170506 104 0.06 3418 3167 3 0.09 1.86
Honduras 165737 642 0.39 17894 4024 28 0.70 2.43
Qatar 160889 463 0.29 9169 257 1 0.39 0.16
Ethiopia 153541 735 0.48 15157 2293 14 0.61 1.49
Paraguay 152658 940 0.62 18877 3080 15 0.49 2.02
Nigeria 152616 542 0.36 20698 1862 23 1.25 1.22
Burma 141761 11 0.01 1407 3197 1 0.03 2.26
Oman 139692 330 0.24 5168 1555 3 0.19 1.11
Venezuela 136545 477 0.35 9199 1320 4 0.30 0.97
Libya 130212 415 0.32 10810 2116 2 0.09 1.63
Bosnia and Herzegovina 128661 1124 0.88 6462 5016 37 0.74 3.90
Bahrain 118530 721 0.61 14948 429 6 1.42 0.36
Algeria 112094 177 0.16 4516 2964 3 0.10 2.64
Kenya 104306 105 0.10 3450 1827 4 0.22 1.75
Albania 101285 1039 1.04 22293 1681 15 0.90 1.66
China 100784 26 0.03 657 4833 0 0.00 4.80

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3536946 5100 0.14 194299 49541 196 0.40 1.40 89515.24 1253.81 1 in 11
Texas 2606513 5853 0.23 193886 42301 139 0.33 1.62 89892.53 1458.86 1 in 11
Florida 1872923 4151 0.22 145816 30065 159 0.53 1.61 87203.00 1399.82 1 in 11
New York 1597969 6297 0.40 169130 46924 112 0.24 2.94 82142.75 2412.10 1 in 12
Illinois 1175568 1238 0.11 46955 22506 40 0.18 1.91 92770.25 1776.07 1 in 11
Georgia 987041 1536 0.16 74562 16835 91 0.54 1.71 92964.27 1585.60 1 in 11
Ohio 955378 1611 0.17 56299 16874 58 0.34 1.77 81732.38 1443.57 1 in 12
Pennsylvania 917565 1926 0.21 67599 23580 15 0.06 2.57 71673.63 1841.90 1 in 14
North Carolina 844770 2133 0.25 83468 10934 8 0.07 1.29 80545.69 1042.52 1 in 12
Arizona 809474 1507 0.19 47329 15502 -3 -0.02 1.92 106301.43 2035.75 1 in 9
New Jersey 769109 2704 0.35 68763 22874 16 0.07 2.97 86590.02 2575.27 1 in 12
Tennessee 766089 952 0.12 36902 11153 20 0.18 1.46 112113.20 1632.18 1 in 9
Indiana 656358 817 0.12 27967 12407 35 0.28 1.89 97495.05 1842.93 1 in 10
Michigan 637928 1659 0.26 25218 16343 1 0.01 2.56 63876.75 1636.45 1 in 16
Wisconsin 612712 472 0.08 19791 6871 0 0.00 1.12 105232.97 1180.09 1 in 10
Massachusetts 570546 1262 0.22 44123 15853 27 0.17 2.78 82098.82 2281.17 1 in 12
Virginia 565270 1155 0.20 57630 7486 155 2.11 1.32 66225.62 877.04 1 in 15
South Carolina 505589 1440 0.29 59673 8332 8 0.10 1.65 98197.14 1618.27 1 in 10
Missouri 491902 413 0.08 17135 8062 3 0.04 1.64 80147.91 1313.58 1 in 12
Alabama 487520 677 0.14 26660 9592 0 0.00 1.97 99429.25 1956.28 1 in 10
Minnesota 479591 555 0.12 17063 6501 1 0.02 1.36 85039.41 1152.73 1 in 12
Louisiana 424644 468 0.11 23053 9477 11 0.12 2.23 91344.98 2038.59 1 in 11
Colorado 421294 680 0.16 24193 5893 1 0.02 1.40 73157.37 1023.31 1 in 14
Oklahoma 419853 499 0.12 28985 4203 22 0.53 1.00 106104.64 1062.18 1 in 9
Kentucky 397526 529 0.13 33028 4460 13 0.29 1.12 88978.31 998.28 1 in 11
Maryland 376966 611 0.16 21330 7732 17 0.22 2.05 62352.95 1278.93 1 in 16
Utah 367073 338 0.09 19865 1853 1 0.05 0.50 114497.13 577.99 1 in 9
Iowa 360193 668 0.19 40006 5374 38 0.71 1.49 114163.24 1703.29 1 in 9
Washington 334962 1168 0.35 21627 4857 35 0.73 1.45 43987.75 637.83 1 in 23
Arkansas 315759 245 0.08 19265 5363 6 0.11 1.70 104631.32 1777.11 1 in 10
Kansas 294080 865 0.30 15072 4602 29 0.63 1.56 100943.46 1579.64 1 in 10
Nevada 291145 173 0.06 11999 4882 10 0.21 1.68 94522.81 1584.98 1 in 11
Mississippi 290874 242 0.08 15168 6553 0 0.00 2.25 97735.03 2201.84 1 in 10
Connecticut 275334 2233 0.82 21380 7562 39 0.52 2.75 77226.32 2121.01 1 in 13
Nebraska 199045 96 0.05 8095 2047 0 0.00 1.03 102897.11 1058.20 1 in 10
New Mexico 183023 234 0.13 8473 3635 11 0.30 1.99 87285.61 1733.57 1 in 11
Idaho 169584 434 0.26 6419 1826 0 0.00 1.08 94630.50 1018.94 1 in 11
Oregon 153135 317 0.21 9762 2156 1 0.05 1.41 36307.38 511.17 1 in 28
West Virginia 129854 238 0.18 8429 2263 2 0.09 1.74 72659.94 1266.26 1 in 14
Rhode Island 123980 835 0.68 8024 2466 90 3.79 1.99 117032.82 2327.82 1 in 9
South Dakota 111334 30 0.03 3019 1863 0 0.00 1.67 125849.62 2105.90 1 in 8
North Dakota 99312 35 0.04 1632 1468 0 0.00 1.48 130320.11 1926.35 1 in 8
Puerto Rico 99257 173 0.17 5019 1983 4 0.20 2.00 31079.06 620.91 1 in 32
Montana 98810 31 0.03 4740 1341 -1 -0.07 1.36 92451.38 1254.70 1 in 11
Delaware 85090 358 0.42 6595 1368 1 0.07 1.61 87382.57 1404.86 1 in 11
New Hampshire 73665 252 0.34 7376 1154 0 0.00 1.57 54176.95 848.71 1 in 18
Alaska 57738 345 0.60 3279 290 1 0.35 0.50 78926.11 396.42 1 in 13
Wyoming 53900 105 0.20 1843 662 0 0.00 1.23 93130.30 1143.83 1 in 11
Maine 43594 97 0.22 4051 658 0 0.00 1.51 32430.90 489.51 1 in 31
District of Columbia 39755 107 0.27 2747 995 0 0.00 2.50 56330.23 1409.85 1 in 18
Hawaii 27410 49 0.18 1254 430 0 0.00 1.57 19359.09 303.70 1 in 52
Vermont 14608 115 0.79 2525 198 1 0.51 1.36 23410.67 317.31 1 in 43

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 47320802 3536946 7.47 4751609 194299 4.09 1197624.4
2 Texas 19199117 2606513 13.58 1694759 193886 11.44 662132.6
3 Florida 21187430 1872923 8.84 1970424 145816 7.40 986483.3
4 New York 36603611 1597969 4.37 4266822 169130 3.96 1881589.2
5 Illinois 17660161 1175568 6.66 1559606 46955 3.01 1393656.1
6 Georgia 7057282 987041 13.99 583149 74562 12.79 664688.8
7 Ohio 9805398 955378 9.74 700541 56299 8.04 838849.7
8 Pennsylvania 10121980 917565 9.07 5629254 67599 1.20 790656.8
9 North Carolina 10069357 844770 8.39 1080243 83468 7.73 960075.9
10 Arizona 3703153 809474 21.86 235816 47329 20.07 486304.0
11 New Jersey 10335291 769109 7.44 767633 68763 8.96 1163597.1
12 Tennessee 6804207 766089 11.26 356349 36902 10.36 995760.8
13 Indiana 7794765 656358 8.42 755021 27967 3.70 1157830.0
14 Michigan 10092758 637928 6.32 676584 25218 3.73 1010604.0
15 Wisconsin 6692770 612712 9.15 531997 19791 3.72 1149479.8
16 Massachusetts 15599873 570546 3.66 1878673 44123 2.35 2244746.6
17 Virginia 5762389 565270 9.81 500588 57630 11.51 675107.0
18 South Carolina 4848302 505589 10.43 589509 59673 10.12 941653.0
19 Missouri 4403835 491902 11.17 238323 17135 7.19 717537.5
20 Alabama 2260261 487520 21.57 115836 26660 23.02 460978.1
21 Minnesota 6771188 479591 7.08 515332 17063 3.31 1200643.6
22 Louisiana 5423943 424644 7.83 404982 23053 5.69 1166742.0
23 Colorado 6026476 421294 6.99 558606 24193 4.33 1046492.8
24 Oklahoma 3416048 419853 12.29 229839 28985 12.61 863298.7
25 Kentucky 3851233 397526 10.32 229772 33028 14.37 862022.1
26 Maryland 7677006 376966 4.91 638444 21330 3.34 1269833.3
27 Utah 2801118 367073 13.10 187300 19865 10.61 873722.6
28 Iowa 1301870 360193 27.67 46682 40006 85.70 412627.9
29 Washington 5074078 334962 6.60 525839 21627 4.11 666336.1
30 Arkansas 2605058 315759 12.12 166557 19265 11.57 863223.7
31 Kansas 1243499 294080 23.65 65882 15072 22.88 426833.2
32 Nevada 2667800 291145 10.91 171730 11999 6.99 866125.0
33 Mississippi 1727060 290874 16.84 123724 15168 12.26 580300.2
34 Connecticut 6526785 275334 4.22 716312 21380 2.98 1830647.9
35 Nebraska 2316398 199045 8.59 213421 8095 3.79 1197471.3
36 New Mexico 2619107 183023 6.99 264207 8473 3.21 1249079.9
37 Idaho 630724 169584 26.89 27609 6419 23.25 351953.8
38 Oregon 3465787 153135 4.42 303037 9762 3.22 821717.2
39 West Virginia 2145124 129854 6.05 194393 8429 4.34 1200306.4
40 Rhode Island 2891439 123980 4.29 345935 8024 2.32 2729418.0
41 South Dakota 417904 111334 26.64 15021 3019 20.10 472389.9
42 North Dakota 1394905 99312 7.12 48351 1632 3.38 1830435.1
44 Montana 1053678 98810 9.38 94700 4740 5.01 985871.7
45 Delaware 1359259 85090 6.26 122339 6595 5.39 1395881.3
46 New Hampshire 1413885 73665 5.21 146513 7376 5.03 1039842.3
47 Alaska 1648785 57738 3.50 141123 3279 2.32 2253839.5
48 Wyoming 625036 53900 8.62 -26755 1843 -6.89 1079959.0
49 Maine 1577096 43594 2.76 169060 4051 2.40 1173249.5
50 District of Columbia 1198762 39755 3.32 92692 2747 2.96 1698567.1
51 Hawaii 1069386 27410 2.56 76080 1254 1.65 755284.4
52 Vermont 1024572 14608 1.43 115749 2525 2.18 1641971.2

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6382898 580771 1491 0.26 9.10 3826 391 53369 28103 4.84
Veneto 4808969 327016 509 0.16 6.80 772 103 22284 9721 2.97
Campania 2805856 254318 1202 0.47 9.06 1319 125 71252 4141 1.63
Emilia-Romagna 3636600 247856 1847 0.75 6.82 2017 194 36516 10368 4.18
Piemonte 2446789 239588 639 0.27 9.79 1905 141 12920 9287 3.88
Lazio 3910343 226668 854 0.38 5.80 1861 233 35210 5743 2.53
Toscana 2599096 149732 911 0.61 5.76 797 155 14787 4562 3.05
Sicilia 2290737 149402 412 0.28 6.52 843 142 29367 4018 2.69
Puglia 1499147 140802 343 0.24 9.39 1282 160 32695 3782 2.69
Liguria 991704 75910 136 0.18 7.65 515 56 4998 3584 4.72
Friuli Venezia Giulia 1299729 74108 145 0.20 5.70 350 56 9291 2775 3.74
Marche 794480 63856 117 0.18 8.04 543 78 8909 2195 3.44
P.A. Bolzano 679919 51773 183 0.35 7.61 259 33 6924 993 1.92
Abruzzo 933593 51442 351 0.69 5.51 593 76 12973 1628 3.16
Umbria 775431 43089 97 0.23 5.56 475 81 8474 993 2.30
Sardegna 744236 40765 77 0.19 5.48 264 27 13162 1118 2.74
Calabria 569685 36704 118 0.32 6.44 176 19 6342 667 1.82
P.A. Trento 589181 32042 60 0.19 5.44 175 30 2993 1196 3.73
Basilicata 238294 14886 41 0.28 6.25 80 4 3589 368 2.47
Molise 157152 10157 83 0.82 6.46 97 13 1702 336 3.31
Valle d’Aosta 75772 7978 14 0.18 10.53 6 1 146 414 5.19

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 298800 646 0.22 6868 7 0.10 2.30 20310.19 466.84 1 in 49
Quebec 282927 805 0.29 10318 11 0.11 3.65 33138.65 1208.53 1 in 30
Alberta 131336 273 0.21 1843 16 0.88 1.40 29760.18 417.62 1 in 34
British Columbia 77263 1428 1.88 1335 8 0.60 1.73 15117.25 261.21 1 in 66
Manitoba 31483 97 0.31 886 2 0.23 2.81 22854.89 643.19 1 in 44
Saskatchewan 27797 177 0.64 372 0 0.00 1.34 23523.57 314.81 1 in 43
Nova Scotia 1610 1 0.06 65 0 0.00 4.04 1647.13 66.50 1 in 607
New Brunswick 1424 0 0.00 26 1 4.00 1.83 1825.66 33.33 1 in 548
Newfoundland and Labrador 940 14 1.51 4 0 0.00 0.43 1802.96 7.67 1 in 555
Nunavut 351 12 3.54 1 0 0.00 0.28 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 0 0.00 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 86155.74 1529.06 1 in 12
India 8227.36 116.85 1 in 122
Brazil 48710.75 1180.81 1 in 21
United Kingdom 62285.26 1821.01 1 in 16
Russia 28584.41 569.24 1 in 35
France 54774.65 1265.32 1 in 18
Spain 67594.75 1449.55 1 in 15
Italy 46608.18 1587.17 1 in 21
Turkey 32749.98 348.20 1 in 31
Germany 28982.96 825.74 1 in 35
Colombia 45438.41 1201.83 1 in 22
Argentina 46752.90 1160.13 1 in 21
Mexico 15817.59 1397.34 1 in 63
Poland 43250.61 1110.80 1 in 23
Iran 19495.75 734.01 1 in 51
South Africa 26526.59 866.54 1 in 38
Ukraine NA NA 1 in NA
Indonesia 4881.94 131.41 1 in 205
Peru 39891.48 1401.83 1 in 25
Czechia 108655.40 1815.02 1 in 9

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1181469 19906 1.68
Maricopa Arizona 506046 8833 1.75
Cook Illinois 470391 9278 1.97
Miami-Dade Florida 403259 5314 1.32
Harris Texas 343070 4858 1.42
Riverside California 287822 3664 1.27
San Bernardino California 284866 2637 0.93
Dallas Texas 276945 3275 1.18
Orange California 259581 3848 1.48
San Diego California 257351 3190 1.24
Tarrant Texas 238820 2789 1.17
Clark Nevada 224597 3789 1.69
Queens New York 204066 8642 4.23
Kings New York 202392 8958 4.43
Bexar Texas 193691 2763 1.43
Broward Florida 190364 2349 1.23
Suffolk New York 158592 3035 1.91
Nassau New York 144131 2875 1.99
Bronx New York 138924 5768 4.15
Salt Lake Utah 137262 733 0.53
El Paso Texas 121765 2302 1.89
Palm Beach Florida 117842 2412 2.05
Philadelphia Pennsylvania 116726 3072 2.63
Orange Florida 112161 1072 0.96
Franklin Ohio 110653 1186 1.07
Middlesex Massachusetts 109891 3389 3.08
Santa Clara California 109276 1736 1.59
Hillsborough Florida 109174 1455 1.33
Pima Arizona 108479 2149 1.98
Milwaukee Wisconsin 106397 1258 1.18
Westchester New York 104777 2064 1.97
Kern California 101849 783 0.77
Wayne Michigan 100642 4118 4.09
New York New York 99552 3830 3.85
Hennepin Minnesota 99448 1576 1.58
Mecklenburg North Carolina 95109 838 0.88
Fresno California 94374 1367 1.45
Cuyahoga Ohio 94021 1695 1.80
Sacramento California 92428 1438 1.56
Gwinnett Georgia 90437 930 1.03
Marion Indiana 90042 1622 1.80
Utah Utah 89131 319 0.36
Duval Florida 87745 1109 1.26
St. Louis Missouri 87557 1917 2.19
Shelby Tennessee 86235 1451 1.68
Fulton Georgia 83698 1096 1.31
King Washington 83071 1370 1.65
Essex Massachusetts 82647 2128 2.57
Collin Texas 81392 694 0.85
Davidson Tennessee 80451 833 1.04
Providence Rhode Island 80264 1731 2.16
Oklahoma Oklahoma 79884 705 0.88
Alameda California 79649 1200 1.51
Fairfield Connecticut 78803 2034 2.58
Suffolk Massachusetts 76944 1674 2.18
Ventura California 76862 794 1.03
DuPage Illinois 76009 1185 1.56
Bergen New Jersey 75062 2592 3.45
Allegheny Pennsylvania 74976 1689 2.25
Travis Texas 74206 822 1.11
Oakland Michigan 73922 1977 2.67
Hidalgo Texas 73425 2595 3.53
Wake North Carolina 73195 519 0.71
Hamilton Ohio 72330 938 1.30
Prince George’s Maryland 72250 1307 1.81
Jefferson Kentucky 71856 785 1.09
Essex New Jersey 71834 2648 3.69
Middlesex New Jersey 70874 2061 2.91
Jefferson Alabama 70249 1334 1.90
Tulsa Oklahoma 70137 674 0.96
New Haven Connecticut 69832 1905 2.73
Hartford Connecticut 69078 2258 3.27
Cobb Georgia 68282 883 1.29
Hudson New Jersey 67349 1973 2.93
San Joaquin California 66046 1039 1.57
Fairfax Virginia 65317 859 1.32
Pinellas Florida 65191 1429 2.19
Will Illinois 64320 882 1.37
Worcester Massachusetts 64253 2008 3.13
Erie New York 63678 1579 2.48
Douglas Nebraska 63339 615 0.97
Greenville South Carolina 62644 837 1.34
Montgomery Maryland 62523 1398 2.24
Contra Costa California 61744 654 1.06
Denton Texas 61156 605 0.99
Lake Illinois 58770 915 1.56
Denver Colorado 58582 762 1.30
Macomb Michigan 58172 1949 3.35
Polk Iowa 57352 542 0.95
Ocean New Jersey 56895 1813 3.19
Lee Florida 56787 865 1.52
Fort Bend Texas 56765 538 0.95
Polk Florida 55986 1108 1.98
DeKalb Georgia 55772 797 1.43
Passaic New Jersey 55755 1663 2.98
Union New Jersey 55484 1739 3.13
Richmond New York 55424 1551 2.80
Stanislaus California 55347 931 1.68
Monmouth New Jersey 55082 1376 2.50
Bristol Massachusetts 54947 1468 2.67

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc